Overview

Dataset info

Number of variables59
Number of observations416648
Missing cells592135 (2.4%)
Duplicate rows0 (0.0%)
Total size in memory187.5 MiB
Average record size in memory472.0 B

Variables types

Numeric32
Categorical3
Boolean24
Date0
URL0
Text (Unique)0
Rejected0
Unsupported0

Warnings

ps_calc_01 has 41752 (10.0%) zeros Zeros
ps_calc_02 has 41811 (10.0%) zeros Zeros
ps_calc_03 has 41567 (10.0%) zeros Zeros
ps_calc_04 has 16784 (4.0%) zeros Zeros
ps_calc_05 has 43028 (10.3%) zeros Zeros
ps_calc_07 has 10694 (2.6%) zeros Zeros
ps_calc_09 has 24116 (5.8%) zeros Zeros
ps_calc_12 has 98897 (23.7%) zeros Zeros
ps_calc_13 has 23426 (5.6%) zeros Zeros
ps_car_03_cat has 287575 (69.0%) missing values Missing
ps_car_04_cat has 347801 (83.5%) zeros Zeros
ps_car_05_cat has 186545 (44.8%) missing values Missing
ps_car_06_cat has 77266 (18.5%) zeros Zeros
ps_car_07_cat has 7977 (1.9%) missing values Missing
ps_car_09_cat has 135951 (32.6%) zeros Zeros
ps_car_14 has 29837 (7.2%) missing values Missing
ps_car_15 has 9977 (2.4%) zeros Zeros
ps_ind_01 has 131515 (31.6%) zeros Zeros
ps_ind_03 has 10787 (2.6%) zeros Zeros
ps_ind_05_cat has 369510 (88.7%) zeros Zeros
ps_ind_14 has 412194 (98.9%) zeros Zeros
ps_ind_15 has 22178 (5.3%) zeros Zeros
ps_reg_01 has 15168 (3.6%) zeros Zeros
ps_reg_02 has 62627 (15.0%) zeros Zeros
ps_reg_03 has 75496 (18.1%) missing values Missing

Variables

id
Numeric

Distinct count416648
Unique (%)100.0%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean743579.3773
Minimum7
Maximum1488027
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum7
5-th percentile74578.4
Q1371817.5
Median743444.5
Q31115121.25
95-th percentile1413569.95
Maximum1488027
Range1488020
Interquartile range743303.75

Descriptive statistics

Standard deviation429324.6282
Coef of variation0.5773756526
Kurtosis-1.199256348
Mean743579.3773
MAD371743.4939
Skewness0.001408816372
Sum3.098108604e+11
Variance1.843196364e+11
Memory size3.2 MiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[7.000000e+00 1.488027e+06], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
1050623 1 < 0.1%
 
272554 1 < 0.1%
 
1286872 1 < 0.1%
 
240345 1 < 0.1%
 
1290970 1 < 0.1%
 
1284831 1 < 0.1%
 
160482 1 < 0.1%
 
162531 1 < 0.1%
 
154343 1 < 0.1%
 
140008 1 < 0.1%
 
Other values (416638) 416638 > 99.9%
 

Minimum 5 values

ValueCountFrequency (%) 
7 1 < 0.1%
 
9 1 < 0.1%
 
16 1 < 0.1%
 
22 1 < 0.1%
 
28 1 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
1488027 1 < 0.1%
 
1488016 1 < 0.1%
 
1488013 1 < 0.1%
 
1488008 1 < 0.1%
 
1488001 1 < 0.1%
 

ps_calc_01
Numeric

Distinct count10
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean0.4498274323
Minimum0
Maximum0.9
Zeros (%)10.0%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10.2
Median0.5
Q30.7
95-th percentile0.9
Maximum0.9
Range0.9
Interquartile range0.5

Descriptive statistics

Standard deviation0.2872232443
Coef of variation0.6385187379
Kurtosis-1.224597246
Mean0.4498274323
MAD0.2500212576
Skewness-0.0005963207187
Sum187419.7
Variance0.08249719209
Memory size3.2 MiB
Histogram
Histogram with fixed size bins (bins=10)
Histogram
Histogram with variable size bins (bins=[0. 0.05 0.85 0.9 ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0.6 42027 10.1%
 
0.8 41775 10.0%
 
0 41752 10.0%
 
0.1 41733 10.0%
 
0.5 41731 10.0%
 
0.2 41689 10.0%
 
0.3 41549 10.0%
 
0.9 41493 10.0%
 
0.7 41463 10.0%
 
0.4 41436 9.9%
 

Minimum 5 values

ValueCountFrequency (%) 
0 41752 10.0%
 
0.1 41733 10.0%
 
0.2 41689 10.0%
 
0.3 41549 10.0%
 
0.4 41436 9.9%
 

Maximum 5 values

ValueCountFrequency (%) 
0.9 41493 10.0%
 
0.8 41775 10.0%
 
0.7 41463 10.0%
 
0.6 42027 10.1%
 
0.5 41731 10.0%
 

ps_calc_02
Numeric

Distinct count10
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean0.4493702118
Minimum0
Maximum0.9
Zeros (%)10.0%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10.2
Median0.4
Q30.7
95-th percentile0.9
Maximum0.9
Range0.9
Interquartile range0.5

Descriptive statistics

Standard deviation0.286990207
Coef of variation0.6386498248
Kurtosis-1.220714451
Mean0.4493702118
MAD0.2496407407
Skewness0.002435553485
Sum187229.2
Variance0.08236337894
Memory size3.2 MiB
Histogram
Histogram with fixed size bins (bins=10)
Histogram
Histogram with variable size bins (bins=[0. 0.05 0.85 0.9 ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0.5 42155 10.1%
 
0 41811 10.0%
 
0.4 41782 10.0%
 
0.2 41759 10.0%
 
0.7 41680 10.0%
 
0.3 41628 10.0%
 
0.1 41570 10.0%
 
0.9 41543 10.0%
 
0.6 41495 10.0%
 
0.8 41225 9.9%
 

Minimum 5 values

ValueCountFrequency (%) 
0 41811 10.0%
 
0.1 41570 10.0%
 
0.2 41759 10.0%
 
0.3 41628 10.0%
 
0.4 41782 10.0%
 

Maximum 5 values

ValueCountFrequency (%) 
0.9 41543 10.0%
 
0.8 41225 9.9%
 
0.7 41680 10.0%
 
0.6 41495 10.0%
 
0.5 42155 10.1%
 

ps_calc_03
Numeric

Distinct count10
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean0.4499123961
Minimum0
Maximum0.9
Zeros (%)10.0%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10.2
Median0.5
Q30.7
95-th percentile0.9
Maximum0.9
Range0.9
Interquartile range0.5

Descriptive statistics

Standard deviation0.2871575951
Coef of variation0.6382522411
Kurtosis-1.224132138
Mean0.4499123961
MAD0.2499306907
Skewness2.716914673e-05
Sum187455.1
Variance0.08245948441
Memory size3.2 MiB
Histogram
Histogram with fixed size bins (bins=10)
Histogram
Histogram with variable size bins (bins=[0. 0.05 0.85 0.9 ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0.1 41962 10.1%
 
0.5 41909 10.1%
 
0.3 41844 10.0%
 
0.8 41682 10.0%
 
0.7 41673 10.0%
 
0.6 41629 10.0%
 
0 41567 10.0%
 
0.9 41559 10.0%
 
0.4 41447 9.9%
 
0.2 41376 9.9%
 

Minimum 5 values

ValueCountFrequency (%) 
0 41567 10.0%
 
0.1 41962 10.1%
 
0.2 41376 9.9%
 
0.3 41844 10.0%
 
0.4 41447 9.9%
 

Maximum 5 values

ValueCountFrequency (%) 
0.9 41559 10.0%
 
0.8 41682 10.0%
 
0.7 41673 10.0%
 
0.6 41629 10.0%
 
0.5 41909 10.1%
 

ps_calc_04
Numeric

Distinct count6
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean2.372117471
Minimum0
Maximum5
Zeros (%)4.0%
Mini histogram

Quantile statistics

Minimum0
5-th percentile1
Q12
Median2
Q33
95-th percentile4
Maximum5
Range5
Interquartile range1

Descriptive statistics

Standard deviation1.11780793
Coef of variation0.471227898
Kurtosis-0.403987978
Mean2.372117471
MAD0.931537966
Skewness0.04387516912
Sum988338
Variance1.249494568
Memory size3.2 MiB
Histogram
Histogram with fixed size bins (bins=6)
ValueCountFrequency (%) 
2 135657 32.6%
 
3 122918 29.5%
 
1 75626 18.2%
 
4 55671 13.4%
 
0 16784 4.0%
 
5 9992 2.4%
 

Minimum 5 values

ValueCountFrequency (%) 
0 16784 4.0%
 
1 75626 18.2%
 
2 135657 32.6%
 
3 122918 29.5%
 
4 55671 13.4%
 

Maximum 5 values

ValueCountFrequency (%) 
5 9992 2.4%
 
4 55671 13.4%
 
3 122918 29.5%
 
2 135657 32.6%
 
1 75626 18.2%
 

ps_calc_05
Numeric

Distinct count7
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean1.885138054
Minimum0
Maximum6
Zeros (%)10.3%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q11
Median2
Q33
95-th percentile4
Maximum6
Range6
Interquartile range2

Descriptive statistics

Standard deviation1.136585896
Coef of variation0.6029191832
Kurtosis-0.2219012331
Mean1.885138054
MAD0.8984481214
Skewness0.3316508141
Sum785439
Variance1.291827499
Memory size3.2 MiB
Histogram
Histogram with fixed size bins (bins=7)
ValueCountFrequency (%) 
2 136173 32.7%
 
1 119817 28.8%
 
3 83352 20.0%
 
0 43028 10.3%
 
4 28570 6.9%
 
5 5308 1.3%
 
6 400 0.1%
 

Minimum 5 values

ValueCountFrequency (%) 
0 43028 10.3%
 
1 119817 28.8%
 
2 136173 32.7%
 
3 83352 20.0%
 
4 28570 6.9%
 

Maximum 5 values

ValueCountFrequency (%) 
6 400 0.1%
 
5 5308 1.3%
 
4 28570 6.9%
 
3 83352 20.0%
 
2 136173 32.7%
 

ps_calc_06
Numeric

Distinct count10
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean7.688497245
Minimum1
Maximum10
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum1
5-th percentile5
Q17
Median8
Q39
95-th percentile10
Maximum10
Range9
Interquartile range2

Descriptive statistics

Standard deviation1.334440119
Coef of variation0.1735631914
Kurtosis-0.02369705399
Mean7.688497245
MAD1.086235259
Skewness-0.4090561534
Sum3203397
Variance1.780730431
Memory size3.2 MiB
Histogram
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
8 122483 29.4%
 
7 97920 23.5%
 
9 90401 21.7%
 
6 51500 12.4%
 
10 30099 7.2%
 
5 18576 4.5%
 
4 4704 1.1%
 
3 872 0.2%
 
2 89 < 0.1%
 
1 4 < 0.1%
 

Minimum 5 values

ValueCountFrequency (%) 
1 4 < 0.1%
 
2 89 < 0.1%
 
3 872 0.2%
 
4 4704 1.1%
 
5 18576 4.5%
 

Maximum 5 values

ValueCountFrequency (%) 
10 30099 7.2%
 
9 90401 21.7%
 
8 122483 29.4%
 
7 97920 23.5%
 
6 51500 12.4%
 

ps_calc_07
Numeric

Distinct count10
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean3.006732302
Minimum0
Maximum9
Zeros (%)2.6%
Mini histogram

Quantile statistics

Minimum0
5-th percentile1
Q12
Median3
Q34
95-th percentile5
Maximum9
Range9
Interquartile range2

Descriptive statistics

Standard deviation1.414766819
Coef of variation0.4705330163
Kurtosis-0.1763866269
Mean3.006732302
MAD1.095477525
Skewness0.2325851167
Sum1252749
Variance2.001565152
Memory size3.2 MiB
Histogram
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
3 113564 27.3%
 
2 97330 23.4%
 
4 85601 20.5%
 
1 48492 11.6%
 
5 43183 10.4%
 
6 14315 3.4%
 
0 10694 2.6%
 
7 3072 0.7%
 
8 381 0.1%
 
9 16 < 0.1%
 

Minimum 5 values

ValueCountFrequency (%) 
0 10694 2.6%
 
1 48492 11.6%
 
2 97330 23.4%
 
3 113564 27.3%
 
4 85601 20.5%
 

Maximum 5 values

ValueCountFrequency (%) 
9 16 < 0.1%
 
8 381 0.1%
 
7 3072 0.7%
 
6 14315 3.4%
 
5 43183 10.4%
 

ps_calc_08
Numeric

Distinct count11
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean9.22343321
Minimum2
Maximum12
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum2
5-th percentile7
Q18
Median9
Q310
95-th percentile11
Maximum12
Range10
Interquartile range2

Descriptive statistics

Standard deviation1.459579251
Coef of variation0.15824685
Kurtosis-0.04588479497
Mean9.22343321
MAD1.176210143
Skewness-0.3640526675
Sum3842925
Variance2.130371591
Memory size3.2 MiB
Histogram
Histogram with fixed size bins (bins=11)
Histogram
Histogram with variable size bins (bins=[ 2. 2.5 3.5 4.5 5.5 ... 7.5 8.5 10.5 11.5 12. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
9 106294 25.5%
 
10 105901 25.4%
 
8 72017 17.3%
 
11 64088 15.4%
 
7 34849 8.4%
 
12 17625 4.2%
 
6 12067 2.9%
 
5 3170 0.8%
 
4 567 0.1%
 
3 62 < 0.1%
 

Minimum 5 values

ValueCountFrequency (%) 
2 8 < 0.1%
 
3 62 < 0.1%
 
4 567 0.1%
 
5 3170 0.8%
 
6 12067 2.9%
 

Maximum 5 values

ValueCountFrequency (%) 
12 17625 4.2%
 
11 64088 15.4%
 
10 105901 25.4%
 
9 106294 25.5%
 
8 72017 17.3%
 

ps_calc_09
Numeric

Distinct count8
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean2.340548857
Minimum0
Maximum7
Zeros (%)5.8%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q11
Median2
Q33
95-th percentile4
Maximum7
Range7
Interquartile range2

Descriptive statistics

Standard deviation1.247124165
Coef of variation0.5328340665
Kurtosis-0.227344404
Mean2.340548857
MAD1.0253913
Skewness0.2602484628
Sum975185
Variance1.555318683
Memory size3.2 MiB
Histogram
Histogram with fixed size bins (bins=8)
ValueCountFrequency (%) 
2 127817 30.7%
 
3 106979 25.7%
 
1 84772 20.3%
 
4 53971 13.0%
 
0 24116 5.8%
 
5 16176 3.9%
 
6 2641 0.6%
 
7 176 < 0.1%
 

Minimum 5 values

ValueCountFrequency (%) 
0 24116 5.8%
 
1 84772 20.3%
 
2 127817 30.7%
 
3 106979 25.7%
 
4 53971 13.0%
 

Maximum 5 values

ValueCountFrequency (%) 
7 176 < 0.1%
 
6 2641 0.6%
 
5 16176 3.9%
 
4 53971 13.0%
 
3 106979 25.7%
 

ps_calc_10
Numeric

Distinct count26
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean8.432079357
Minimum0
Maximum25
Zeros (%)< 0.1%
Mini histogram

Quantile statistics

Minimum0
5-th percentile4
Q16
Median8
Q310
95-th percentile13
Maximum25
Range25
Interquartile range4

Descriptive statistics

Standard deviation2.905573106
Coef of variation0.3445855978
Kurtosis0.1169181891
Mean8.432079357
MAD2.329192008
Skewness0.3427371233
Sum3513209
Variance8.442355072
Memory size3.2 MiB
Histogram
Histogram with fixed size bins (bins=26)
Histogram
Histogram with variable size bins (bins=[ 0. 0.5 1.5 2.5 3.5 ... 19.5 20.5 21.5 23.5 25. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
8 57489 13.8%
 
7 54513 13.1%
 
9 53660 12.9%
 
10 45728 11.0%
 
6 45283 10.9%
 
11 34762 8.3%
 
5 32214 7.7%
 
12 24425 5.9%
 
4 19064 4.6%
 
13 15856 3.8%
 
Other values (16) 33654 8.1%
 

Minimum 5 values

ValueCountFrequency (%) 
0 100 < 0.1%
 
1 769 0.2%
 
2 3223 0.8%
 
3 9176 2.2%
 
4 19064 4.6%
 

Maximum 5 values

ValueCountFrequency (%) 
25 1 < 0.1%
 
24 1 < 0.1%
 
23 9 < 0.1%
 
22 23 < 0.1%
 
21 51 < 0.1%
 

ps_calc_11
Numeric

Distinct count19
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean5.440527736
Minimum0
Maximum18
Zeros (%)0.4%
Mini histogram

Quantile statistics

Minimum0
5-th percentile2
Q14
Median5
Q37
95-th percentile10
Maximum18
Range18
Interquartile range3

Descriptive statistics

Standard deviation2.332164987
Coef of variation0.4286652143
Kurtosis0.1855136524
Mean5.440527736
MAD1.874064142
Skewness0.4315223569
Sum2266785
Variance5.438993529
Memory size3.2 MiB
Histogram
Histogram with fixed size bins (bins=19)
Histogram
Histogram with variable size bins (bins=[ 0. 0.5 1.5 2.5 3.5 ... 13.5 14.5 15.5 16.5 18. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
5 71698 17.2%
 
4 65855 15.8%
 
6 65359 15.7%
 
7 50453 12.1%
 
3 48651 11.7%
 
8 34336 8.2%
 
2 26745 6.4%
 
9 20825 5.0%
 
10 11314 2.7%
 
1 9856 2.4%
 
Other values (9) 11556 2.8%
 

Minimum 5 values

ValueCountFrequency (%) 
0 1736 0.4%
 
1 9856 2.4%
 
2 26745 6.4%
 
3 48651 11.7%
 
4 65855 15.8%
 

Maximum 5 values

ValueCountFrequency (%) 
18 7 < 0.1%
 
17 16 < 0.1%
 
16 51 < 0.1%
 
15 127 < 0.1%
 
14 453 0.1%
 

ps_calc_12
Numeric

Distinct count11
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean1.441036558
Minimum0
Maximum10
Zeros (%)23.7%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q11
Median1
Q32
95-th percentile4
Maximum10
Range10
Interquartile range1

Descriptive statistics

Standard deviation1.20229967
Coef of variation0.8343297491
Kurtosis0.6830479834
Mean1.441036558
MAD0.9847058213
Skewness0.8328765884
Sum600405
Variance1.445524497
Memory size3.2 MiB
Histogram
Histogram with fixed size bins (bins=11)
Histogram
Histogram with variable size bins (bins=[ 0. 0.5 1.5 2.5 3.5 ... 5.5 6.5 7.5 8.5 10. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
1 141992 34.1%
 
2 101953 24.5%
 
0 98897 23.7%
 
3 49256 11.8%
 
4 17924 4.3%
 
5 5089 1.2%
 
6 1222 0.3%
 
7 263 0.1%
 
8 44 < 0.1%
 
9 7 < 0.1%
 

Minimum 5 values

ValueCountFrequency (%) 
0 98897 23.7%
 
1 141992 34.1%
 
2 101953 24.5%
 
3 49256 11.8%
 
4 17924 4.3%
 

Maximum 5 values

ValueCountFrequency (%) 
10 1 < 0.1%
 
9 7 < 0.1%
 
8 44 < 0.1%
 
7 263 0.1%
 
6 1222 0.3%
 

ps_calc_13
Numeric

Distinct count14
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean2.872501488
Minimum0
Maximum13
Zeros (%)5.6%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q12
Median3
Q34
95-th percentile6
Maximum13
Range13
Interquartile range2

Descriptive statistics

Standard deviation1.691925759
Coef of variation0.5890077919
Kurtosis0.3316315366
Mean2.872501488
MAD1.338496096
Skewness0.5869325149
Sum1196822
Variance2.862612773
Memory size3.2 MiB
Histogram
Histogram with fixed size bins (bins=14)
Histogram
Histogram with variable size bins (bins=[ 0. 0.5 1.5 2.5 3.5 ... 8.5 9.5 10.5 11.5 13. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
2 97679 23.4%
 
3 92980 22.3%
 
1 67463 16.2%
 
4 67134 16.1%
 
5 38132 9.2%
 
0 23426 5.6%
 
6 18343 4.4%
 
7 7657 1.8%
 
8 2723 0.7%
 
9 789 0.2%
 
Other values (4) 322 0.1%
 

Minimum 5 values

ValueCountFrequency (%) 
0 23426 5.6%
 
1 67463 16.2%
 
2 97679 23.4%
 
3 92980 22.3%
 
4 67134 16.1%
 

Maximum 5 values

ValueCountFrequency (%) 
13 2 < 0.1%
 
12 16 < 0.1%
 
11 65 < 0.1%
 
10 239 0.1%
 
9 789 0.2%
 

ps_calc_14
Numeric

Distinct count24
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean7.536335228
Minimum0
Maximum23
Zeros (%)0.1%
Mini histogram

Quantile statistics

Minimum0
5-th percentile3
Q16
Median7
Q39
95-th percentile12
Maximum23
Range23
Interquartile range3

Descriptive statistics

Standard deviation2.746226608
Coef of variation0.3643981491
Kurtosis0.1310460164
Mean7.536335228
MAD2.203648218
Skewness0.3642216032
Sum3139999
Variance7.541760581
Memory size3.2 MiB
Histogram
Histogram with fixed size bins (bins=24)
Histogram
Histogram with variable size bins (bins=[ 0. 0.5 1.5 2.5 3.5 ... 17.5 18.5 19.5 20.5 23. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
7 60615 14.5%
 
8 57407 13.8%
 
6 56680 13.6%
 
9 47814 11.5%
 
5 44889 10.8%
 
10 36616 8.8%
 
4 29856 7.2%
 
11 24785 5.9%
 
3 16057 3.9%
 
12 15432 3.7%
 
Other values (14) 26497 6.4%
 

Minimum 5 values

ValueCountFrequency (%) 
0 217 0.1%
 
1 1665 0.4%
 
2 6266 1.5%
 
3 16057 3.9%
 
4 29856 7.2%
 

Maximum 5 values

ValueCountFrequency (%) 
23 1 < 0.1%
 
22 4 < 0.1%
 
21 10 < 0.1%
 
20 32 < 0.1%
 
19 94 < 0.1%
 

ps_calc_15_bin
Boolean

Distinct count2
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
0
365666
1
 
50982
ValueCountFrequency (%) 
0 365666 87.8%
 
1 50982 12.2%
 

ps_calc_16_bin
Boolean

Distinct count2
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
1
261633
0
155015
ValueCountFrequency (%) 
1 261633 62.8%
 
0 155015 37.2%
 

ps_calc_17_bin
Boolean

Distinct count2
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
1
230984
0
185664
ValueCountFrequency (%) 
1 230984 55.4%
 
0 185664 44.6%
 

ps_calc_18_bin
Boolean

Distinct count2
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
0
296978
1
119670
ValueCountFrequency (%) 
0 296978 71.3%
 
1 119670 28.7%
 

ps_calc_19_bin
Boolean

Distinct count2
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
0
271164
1
145484
ValueCountFrequency (%) 
0 271164 65.1%
 
1 145484 34.9%
 

ps_calc_20_bin
Boolean

Distinct count2
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
0
352685
1
 
63963
ValueCountFrequency (%) 
0 352685 84.6%
 
1 63963 15.4%
 

ps_car_01_cat
Numeric

Distinct count13
Unique (%)< 0.1%
Missing (%)< 0.1%
Missing (n)79
Infinite (%)0.0%
Infinite (n)0
Mean8.30371199
Minimum0
Maximum11
Zeros (%)1.0%
Mini histogram

Quantile statistics

Minimum0
5-th percentile4
Q17
Median7
Q311
95-th percentile11
Maximum11
Range11
Interquartile range4

Descriptive statistics

Standard deviation2.505259524
Coef of variation0.3017035667
Kurtosis-0.2114534004
Mean8.30371199
MAD2.220355356
Skewness-0.5335052449
Sum3459069
Variance6.276325282
Memory size3.2 MiB
Histogram
Histogram with fixed size bins (bins=13)
ValueCountFrequency (%) 
11 145734 35.0%
 
7 125233 30.1%
 
6 43498 10.4%
 
10 35117 8.4%
 
4 18241 4.4%
 
9 14299 3.4%
 
5 12704 3.0%
 
8 10523 2.5%
 
3 4629 1.1%
 
0 4132 1.0%
 
Other values (2) 2459 0.6%
 

Minimum 5 values

ValueCountFrequency (%) 
0 4132 1.0%
 
1 958 0.2%
 
2 1501 0.4%
 
3 4629 1.1%
 
4 18241 4.4%
 

Maximum 5 values

ValueCountFrequency (%) 
11 145734 35.0%
 
10 35117 8.4%
 
9 14299 3.4%
 
8 10523 2.5%
 
7 125233 30.1%
 

ps_car_02_cat
Boolean

Distinct count3
Unique (%)< 0.1%
Missing (%)< 0.1%
Missing (n)5
1
345880
0
70763
(Missing)
 
5
ValueCountFrequency (%) 
1 345880 83.0%
 
0 70763 17.0%
 
(Missing) 5 < 0.1%
 

ps_car_03_cat
Boolean

Distinct count3
Unique (%)< 0.1%
Missing (%)69.0%
Missing (n)287575
1
77572
0
 
51501
(Missing)
287575
ValueCountFrequency (%) 
1 77572 18.6%
 
0 51501 12.4%
 
(Missing) 287575 69.0%
 

ps_car_04_cat
Numeric

Distinct count10
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean0.722276358
Minimum0
Maximum9
Zeros (%)83.5%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median0
Q30
95-th percentile8
Maximum9
Range9
Interquartile range0

Descriptive statistics

Standard deviation2.149197211
Coef of variation2.975588482
Kurtosis8.67794136
Mean0.722276358
MAD1.205854532
Skewness3.187377044
Sum300935
Variance4.619048653
Memory size3.2 MiB
Histogram
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
0 347801 83.5%
 
1 22512 5.4%
 
2 16532 4.0%
 
8 14377 3.5%
 
9 13242 3.2%
 
6 1097 0.3%
 
3 448 0.1%
 
5 380 0.1%
 
4 158 < 0.1%
 
7 101 < 0.1%
 

Minimum 5 values

ValueCountFrequency (%) 
0 347801 83.5%
 
1 22512 5.4%
 
2 16532 4.0%
 
3 448 0.1%
 
4 158 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
9 13242 3.2%
 
8 14377 3.5%
 
7 101 < 0.1%
 
6 1097 0.3%
 
5 380 0.1%
 

ps_car_05_cat
Boolean

Distinct count3
Unique (%)< 0.1%
Missing (%)44.8%
Missing (n)186545
1
121089
0
109014
(Missing)
186545
ValueCountFrequency (%) 
1 121089 29.1%
 
0 109014 26.2%
 
(Missing) 186545 44.8%
 

ps_car_06_cat
Numeric

Distinct count18
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean6.547560531
Minimum0
Maximum17
Zeros (%)18.5%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q11
Median7
Q311
95-th percentile15
Maximum17
Range17
Interquartile range10

Descriptive statistics

Standard deviation5.500439812
Coef of variation0.8400746791
Kurtosis-1.573232435
Mean6.547560531
MAD5.122874795
Skewness0.09947161031
Sum2728028
Variance30.25483813
Memory size3.2 MiB
Histogram
Histogram with fixed size bins (bins=18)
ValueCountFrequency (%) 
11 92017 22.1%
 
1 83164 20.0%
 
0 77266 18.5%
 
14 41442 9.9%
 
10 23457 5.6%
 
4 21729 5.2%
 
15 15191 3.6%
 
6 14693 3.5%
 
9 12166 2.9%
 
7 11410 2.7%
 
Other values (8) 24113 5.8%
 

Minimum 5 values

ValueCountFrequency (%) 
0 77266 18.5%
 
1 83164 20.0%
 
2 1129 0.3%
 
3 8427 2.0%
 
4 21729 5.2%
 

Maximum 5 values

ValueCountFrequency (%) 
17 3457 0.8%
 
16 3141 0.8%
 
15 15191 3.6%
 
14 41442 9.9%
 
13 4326 1.0%
 

ps_car_07_cat
Boolean

Distinct count3
Unique (%)< 0.1%
Missing (%)1.9%
Missing (n)7977
1
387181
0
 
21490
(Missing)
 
7977
ValueCountFrequency (%) 
1 387181 92.9%
 
0 21490 5.2%
 
(Missing) 7977 1.9%
 

ps_car_08_cat
Boolean

Distinct count2
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
1
346670
0
69978
ValueCountFrequency (%) 
1 346670 83.2%
 
0 69978 16.8%
 

ps_car_09_cat
Numeric

Distinct count6
Unique (%)< 0.1%
Missing (%)0.1%
Missing (n)387
Infinite (%)0.0%
Infinite (n)0
Mean1.332317945
Minimum0
Maximum4
Zeros (%)32.6%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median2
Q32
95-th percentile2
Maximum4
Range4
Interquartile range2

Descriptive statistics

Standard deviation0.9762902081
Coef of variation0.7327756951
Kurtosis-1.262959236
Mean1.332317945
MAD0.9027284136
Skewness-0.4216902685
Sum554592
Variance0.9531425705
Memory size3.2 MiB
Histogram
Histogram with fixed size bins (bins=6)
ValueCountFrequency (%) 
2 247628 59.4%
 
0 135951 32.6%
 
1 20328 4.9%
 
3 10408 2.5%
 
4 1946 0.5%
 
(Missing) 387 0.1%
 

Minimum 5 values

ValueCountFrequency (%) 
0 135951 32.6%
 
1 20328 4.9%
 
2 247628 59.4%
 
3 10408 2.5%
 
4 1946 0.5%
 

Maximum 5 values

ValueCountFrequency (%) 
4 1946 0.5%
 
3 10408 2.5%
 
2 247628 59.4%
 
1 20328 4.9%
 
0 135951 32.6%
 

ps_car_10_cat
Categorical

Distinct count3
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
1
413163
0
 
3367
2
 
118
ValueCountFrequency (%) 
1 413163 99.2%
 
0 3367 0.8%
 
2 118 < 0.1%
 
Max length1
Mean length1
Min length1
Contains charsFalse
Contains digitsTrue
Contains spacesFalse
Contains non-wordsFalse

ps_car_11
Categorical

Distinct count5
Unique (%)< 0.1%
Missing (%)< 0.1%
Missing (n)4
3
223139
2
132751
1
 
42657
ValueCountFrequency (%) 
3 223139 53.6%
 
2 132751 31.9%
 
1 42657 10.2%
 
0 18097 4.3%
 
(Missing) 4 < 0.1%
 
Max length3
Mean length3
Min length3
Contains charsTrue
Contains digitsTrue
Contains spacesFalse
Contains non-wordsTrue

ps_car_11_cat
Numeric

Distinct count104
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean62.25908441
Minimum1
Maximum104
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum1
5-th percentile7
Q132
Median65
Q393
95-th percentile104
Maximum104
Range103
Interquartile range61

Descriptive statistics

Standard deviation32.9890526
Coef of variation0.5298672943
Kurtosis-1.276864354
Mean62.25908441
MAD28.89153393
Skewness-0.2372976436
Sum25940123
Variance1088.277591
Memory size3.2 MiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[ 1. 1.5 2.5 3.5 4.5 ... 100.5 101.5 102.5 103.5 104. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
104 59597 14.3%
 
103 16972 4.1%
 
64 15608 3.7%
 
87 11966 2.9%
 
32 8867 2.1%
 
28 8785 2.1%
 
5 8754 2.1%
 
99 8348 2.0%
 
65 7690 1.8%
 
82 7312 1.8%
 
Other values (94) 262749 63.1%
 

Minimum 5 values

ValueCountFrequency (%) 
1 2341 0.6%
 
2 1792 0.4%
 
3 2238 0.5%
 
4 1090 0.3%
 
5 8754 2.1%
 

Maximum 5 values

ValueCountFrequency (%) 
104 59597 14.3%
 
103 16972 4.1%
 
102 1480 0.4%
 
101 5228 1.3%
 
100 3099 0.7%
 

ps_car_12
Numeric

Distinct count180
Unique (%)< 0.1%
Missing (%)< 0.1%
Missing (n)1
Infinite (%)0.0%
Infinite (n)0
Mean0.3799223597
Minimum0.1
Maximum1.264911064
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum0.1
5-th percentile0.3160696126
Q10.316227766
Median0.3741657387
Q30.4
95-th percentile0.4688283268
Maximum1.264911064
Range1.164911064
Interquartile range0.083772234

Descriptive statistics

Standard deviation0.05826350112
Coef of variation0.1533563362
Kurtosis4.958757043
Mean0.3799223597
MAD0.04574371166
Skewness1.088320033
Sum158293.5114
Variance0.003394635563
Memory size3.2 MiB
Histogram
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
0.316227766 119297 28.6%
 
0.4 78183 18.8%
 
0.3741657387 69241 16.6%
 
0.4242640687 34520 8.3%
 
0.4472135955 34307 8.2%
 
0.3160696126 16565 4.0%
 
0.3872983346 9945 2.4%
 
0.4898979486 4436 1.1%
 
0.5477225575 4063 1.0%
 
0.3997499218 3663 0.9%
 
Other values (169) 42427 10.2%
 

Minimum 5 values

ValueCountFrequency (%) 
0.1 2 < 0.1%
 
0.1414213562 43 < 0.1%
 
0.1483239697 2 < 0.1%
 
0.1732050808 3 < 0.1%
 
0.2828427125 1 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
1.264911064 26 < 0.1%
 
0.8185352772 38 < 0.1%
 
0.7874007874 12 < 0.1%
 
0.7810249676 2 < 0.1%
 
0.7727871635 1 < 0.1%
 

ps_car_13
Numeric

Distinct count60627
Unique (%)14.6%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean0.8132406885
Minimum0.2506190682
Maximum3.720626003
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum0.2506190682
5-th percentile0.5424919545
Q10.670835793
Median0.7660810436
Q30.9063823286
95-th percentile1.234448718
Maximum3.720626003
Range3.470006934
Interquartile range0.2355465356

Descriptive statistics

Standard deviation0.2242777962
Coef of variation0.2757828026
Kurtosis5.406908398
Mean0.8132406885
MAD0.1627632898
Skewness1.695408732
Sum338835.1064
Variance0.05030052988
Memory size3.2 MiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[0.25061907 0.32494025 0.34989668 0.38249399 0.3924257 ... 2.13210987 2.36039503 2.57273528 2.82401631 3.720626 ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0.6745828218 279 0.1%
 
0.6927755889 260 0.1%
 
0.7416894942 247 0.1%
 
0.6595609609 247 0.1%
 
0.7492282531 246 0.1%
 
0.8417808749 246 0.1%
 
0.6877769915 229 0.1%
 
0.7437202664 226 0.1%
 
0.596390659 223 0.1%
 
0.7477652657 222 0.1%
 
Other values (60617) 414223 99.4%
 

Minimum 5 values

ValueCountFrequency (%) 
0.2506190682 1 < 0.1%
 
0.2904115063 1 < 0.1%
 
0.3133397807 1 < 0.1%
 
0.3137351623 1 < 0.1%
 
0.316064383 2 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
3.720626003 1 < 0.1%
 
3.515802578 1 < 0.1%
 
3.442562951 1 < 0.1%
 
3.394742532 1 < 0.1%
 
3.202868678 1 < 0.1%
 

ps_car_14
Numeric

Distinct count842
Unique (%)0.2%
Missing (%)7.2%
Missing (n)29837
Infinite (%)0.0%
Infinite (n)0
Mean0.3746166789
Minimum0.1095445115
Maximum0.6363961031
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum0.1095445115
5-th percentile0.3016620626
Q10.35
Median0.3734969879
Q30.397617907
95-th percentile0.4440720662
Maximum0.6363961031
Range0.5268515916
Interquartile range0.047617907

Descriptive statistics

Standard deviation0.04562888422
Coef of variation0.1218015289
Kurtosis2.020975944
Mean0.3746166789
MAD0.03364271915
Skewness0.6674640756
Sum144905.8522
Variance0.002081995075
Memory size3.2 MiB
Histogram
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
0.3615245497 12342 3.0%
 
0.3583294573 10814 2.6%
 
0.3619392214 8300 2.0%
 
0.3687817783 8118 1.9%
 
0.3974921383 6809 1.6%
 
0.3685105155 5963 1.4%
 
0.3598610843 5901 1.4%
 
0.4 5099 1.2%
 
0.2944486373 4843 1.2%
 
0.3937003937 4764 1.1%
 
Other values (831) 313858 75.3%
 
(Missing) 29837 7.2%
 

Minimum 5 values

ValueCountFrequency (%) 
0.1095445115 5 < 0.1%
 
0.1183215957 41 < 0.1%
 
0.1360147051 9 < 0.1%
 
0.2 76 < 0.1%
 
0.2078460969 3 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
0.6363961031 3 < 0.1%
 
0.6316644679 4 < 0.1%
 
0.6099180273 6 < 0.1%
 
0.5958187644 1 < 0.1%
 
0.5916079783 27 < 0.1%
 

ps_car_15
Numeric

Distinct count15
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean3.06633396
Minimum0
Maximum3.741657387
Zeros (%)2.4%
Mini histogram

Quantile statistics

Minimum0
5-th percentile1.732050808
Q12.828427125
Median3.31662479
Q33.605551276
95-th percentile3.741657387
Maximum3.741657387
Range3.741657387
Interquartile range0.7771241508

Descriptive statistics

Standard deviation0.7317372096
Coef of variation0.2386358495
Kurtosis5.885962025
Mean3.06633396
MAD0.5120153119
Skewness-2.2186493
Sum1277581.912
Variance0.5354393439
Memory size3.2 MiB
Histogram
Histogram with fixed size bins (bins=15)
ValueCountFrequency (%) 
3.605551276 76908 18.5%
 
3.464101615 54017 13.0%
 
3.31662479 48138 11.6%
 
3.16227766 44299 10.6%
 
3.741657387 40588 9.7%
 
2.828427125 34223 8.2%
 
3 33872 8.1%
 
2.645751311 21054 5.1%
 
2.449489743 14231 3.4%
 
2.236067977 13574 3.3%
 
Other values (5) 35744 8.6%
 

Minimum 5 values

ValueCountFrequency (%) 
0 9977 2.4%
 
1 4611 1.1%
 
1.414213562 4552 1.1%
 
1.732050808 7563 1.8%
 
2 9041 2.2%
 

Maximum 5 values

ValueCountFrequency (%) 
3.741657387 40588 9.7%
 
3.605551276 76908 18.5%
 
3.464101615 54017 13.0%
 
3.31662479 48138 11.6%
 
3.16227766 44299 10.6%
 

ps_ind_01
Numeric

Distinct count8
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean1.897793821
Minimum0
Maximum7
Zeros (%)31.6%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median1
Q33
95-th percentile6
Maximum7
Range7
Interquartile range3

Descriptive statistics

Standard deviation1.982451176
Coef of variation1.044608299
Kurtosis-0.2152314349
Mean1.897793821
MAD1.632123792
Skewness0.9331946682
Sum790712
Variance3.930112666
Memory size3.2 MiB
Histogram
Histogram with fixed size bins (bins=8)
ValueCountFrequency (%) 
0 131515 31.6%
 
1 100716 24.2%
 
2 57899 13.9%
 
5 43008 10.3%
 
3 35704 8.6%
 
4 23414 5.6%
 
6 12354 3.0%
 
7 12038 2.9%
 

Minimum 5 values

ValueCountFrequency (%) 
0 131515 31.6%
 
1 100716 24.2%
 
2 57899 13.9%
 
3 35704 8.6%
 
4 23414 5.6%
 

Maximum 5 values

ValueCountFrequency (%) 
7 12038 2.9%
 
6 12354 3.0%
 
5 43008 10.3%
 
4 23414 5.6%
 
3 35704 8.6%
 

ps_ind_02_cat
Categorical

Distinct count5
Unique (%)< 0.1%
Missing (%)< 0.1%
Missing (n)152
1
302442
2
86369
3
 
19679
ValueCountFrequency (%) 
1 302442 72.6%
 
2 86369 20.7%
 
3 19679 4.7%
 
4 8006 1.9%
 
(Missing) 152 < 0.1%
 
Max length3
Mean length3
Min length3
Contains charsTrue
Contains digitsTrue
Contains spacesFalse
Contains non-wordsTrue

ps_ind_03
Numeric

Distinct count12
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean4.423273363
Minimum0
Maximum11
Zeros (%)2.6%
Mini histogram

Quantile statistics

Minimum0
5-th percentile1
Q12
Median4
Q36
95-th percentile9
Maximum11
Range11
Interquartile range4

Descriptive statistics

Standard deviation2.699279235
Coef of variation0.6102447247
Kurtosis-0.6491685394
Mean4.423273363
MAD2.282534409
Skewness0.4643034932
Sum1842948
Variance7.286108391
Memory size3.2 MiB
Histogram
Histogram with fixed size bins (bins=12)
ValueCountFrequency (%) 
2 67477 16.2%
 
3 57353 13.8%
 
1 47554 11.4%
 
4 46916 11.3%
 
5 44080 10.6%
 
6 42276 10.1%
 
7 36650 8.8%
 
8 27777 6.7%
 
9 17787 4.3%
 
0 10787 2.6%
 
Other values (2) 17991 4.3%
 

Minimum 5 values

ValueCountFrequency (%) 
0 10787 2.6%
 
1 47554 11.4%
 
2 67477 16.2%
 
3 57353 13.8%
 
4 46916 11.3%
 

Maximum 5 values

ValueCountFrequency (%) 
11 7902 1.9%
 
10 10089 2.4%
 
9 17787 4.3%
 
8 27777 6.7%
 
7 36650 8.8%
 

ps_ind_04_cat
Boolean

Distinct count3
Unique (%)< 0.1%
Missing (%)< 0.1%
Missing (n)62
0
242896
1
173690
(Missing)
 
62
ValueCountFrequency (%) 
0 242896 58.3%
 
1 173690 41.7%
 
(Missing) 62 < 0.1%
 

ps_ind_05_cat
Numeric

Distinct count8
Unique (%)< 0.1%
Missing (%)1.0%
Missing (n)4015
Infinite (%)0.0%
Infinite (n)0
Mean0.4200076097
Minimum0
Maximum6
Zeros (%)88.7%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median0
Q30
95-th percentile4
Maximum6
Range6
Interquartile range0

Descriptive statistics

Standard deviation1.351360119
Coef of variation3.217465799
Kurtosis9.332205972
Mean0.4200076097
MAD0.752227824
Skewness3.246178711
Sum173309
Variance1.826174173
Memory size3.2 MiB
Histogram
Histogram with fixed size bins (bins=8)
ValueCountFrequency (%) 
0 369510 88.7%
 
6 14512 3.5%
 
4 12883 3.1%
 
1 5895 1.4%
 
3 5733 1.4%
 
2 2963 0.7%
 
5 1137 0.3%
 
(Missing) 4015 1.0%
 

Minimum 5 values

ValueCountFrequency (%) 
0 369510 88.7%
 
1 5895 1.4%
 
2 2963 0.7%
 
3 5733 1.4%
 
4 12883 3.1%
 

Maximum 5 values

ValueCountFrequency (%) 
6 14512 3.5%
 
5 1137 0.3%
 
4 12883 3.1%
 
3 5733 1.4%
 
2 2963 0.7%
 

ps_ind_06_bin
Boolean

Distinct count2
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
0
252599
1
164049
ValueCountFrequency (%) 
0 252599 60.6%
 
1 164049 39.4%
 

ps_ind_07_bin
Boolean

Distinct count2
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
0
309552
1
107096
ValueCountFrequency (%) 
0 309552 74.3%
 
1 107096 25.7%
 

ps_ind_08_bin
Boolean

Distinct count2
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
0
348388
1
 
68260
ValueCountFrequency (%) 
0 348388 83.6%
 
1 68260 16.4%
 

ps_ind_09_bin
Boolean

Distinct count2
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
0
339405
1
77243
ValueCountFrequency (%) 
0 339405 81.5%
 
1 77243 18.5%
 

ps_ind_10_bin
Boolean

Distinct count2
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
0
416497
1
 
151
ValueCountFrequency (%) 
0 416497 > 99.9%
 
1 151 < 0.1%
 

ps_ind_11_bin
Boolean

Distinct count2
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
0
415951
1
 
697
ValueCountFrequency (%) 
0 415951 99.8%
 
1 697 0.2%
 

ps_ind_12_bin
Boolean

Distinct count2
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
0
412715
1
 
3933
ValueCountFrequency (%) 
0 412715 99.1%
 
1 3933 0.9%
 

ps_ind_13_bin
Boolean

Distinct count2
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
0
416257
1
 
391
ValueCountFrequency (%) 
0 416257 99.9%
 
1 391 0.1%
 

ps_ind_14
Numeric

Distinct count5
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean0.01241335612
Minimum0
Maximum4
Zeros (%)98.9%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median0
Q30
95-th percentile0
Maximum4
Range4
Interquartile range0

Descriptive statistics

Standard deviation0.1273368793
Coef of variation10.25805415
Kurtosis180.6363195
Mean0.01241335612
MAD0.02456131272
Skewness12.21914261
Sum5172
Variance0.01621468083
Memory size3.2 MiB
Histogram
Histogram with fixed size bins (bins=5)
ValueCountFrequency (%) 
0 412194 98.9%
 
1 3840 0.9%
 
2 512 0.1%
 
3 100 < 0.1%
 
4 2 < 0.1%
 

Minimum 5 values

ValueCountFrequency (%) 
0 412194 98.9%
 
1 3840 0.9%
 
2 512 0.1%
 
3 100 < 0.1%
 
4 2 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
4 2 < 0.1%
 
3 100 < 0.1%
 
2 512 0.1%
 
1 3840 0.9%
 
0 412194 98.9%
 

ps_ind_15
Numeric

Distinct count14
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean7.299502218
Minimum0
Maximum13
Zeros (%)5.3%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q15
Median7
Q310
95-th percentile13
Maximum13
Range13
Interquartile range5

Descriptive statistics

Standard deviation3.544760235
Coef of variation0.4856167077
Kurtosis-0.7359855127
Mean7.299502218
MAD2.937486635
Skewness-0.2850101613
Sum3041323
Variance12.56532512
Memory size3.2 MiB
Histogram
Histogram with fixed size bins (bins=14)
Histogram
Histogram with variable size bins (bins=[ 0. 0.5 1.5 2.5 3.5 ... 8.5 9.5 11.5 12.5 13. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
7 45631 11.0%
 
8 41701 10.0%
 
6 41130 9.9%
 
10 37886 9.1%
 
11 37439 9.0%
 
9 31831 7.6%
 
12 31376 7.5%
 
5 29847 7.2%
 
4 29143 7.0%
 
13 24607 5.9%
 
Other values (4) 66057 15.9%
 

Minimum 5 values

ValueCountFrequency (%) 
0 22178 5.3%
 
1 8170 2.0%
 
2 13157 3.2%
 
3 22552 5.4%
 
4 29143 7.0%
 

Maximum 5 values

ValueCountFrequency (%) 
13 24607 5.9%
 
12 31376 7.5%
 
11 37439 9.0%
 
10 37886 9.1%
 
9 31831 7.6%
 

ps_ind_16_bin
Boolean

Distinct count2
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
1
275198
0
141450
ValueCountFrequency (%) 
1 275198 66.1%
 
0 141450 33.9%
 

ps_ind_17_bin
Boolean

Distinct count2
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
0
366081
1
 
50567
ValueCountFrequency (%) 
0 366081 87.9%
 
1 50567 12.1%
 

ps_ind_18_bin
Boolean

Distinct count2
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
0
352685
1
 
63963
ValueCountFrequency (%) 
0 352685 84.6%
 
1 63963 15.4%
 

ps_reg_01
Numeric

Distinct count10
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean0.6110575354
Minimum0
Maximum0.9
Zeros (%)3.6%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0.1
Q10.4
Median0.7
Q30.9
95-th percentile0.9
Maximum0.9
Range0.9
Interquartile range0.5

Descriptive statistics

Standard deviation0.2876893097
Coef of variation0.4708056002
Kurtosis-0.8868350235
Mean0.6110575354
MAD0.2476179713
Skewness-0.6398606973
Sum254595.9
Variance0.0827651389
Memory size3.2 MiB
Histogram
Histogram with fixed size bins (bins=10)
Histogram
Histogram with variable size bins (bins=[0. 0.15 0.25 0.35 0.45 0.55 0.65 0.75 0.85 0.9 ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0.9 136373 32.7%
 
0.7 47626 11.4%
 
0.8 42049 10.1%
 
0.6 39337 9.4%
 
0.4 37472 9.0%
 
0.1 30316 7.3%
 
0.3 28254 6.8%
 
0.5 22578 5.4%
 
0.2 17475 4.2%
 
0 15168 3.6%
 

Minimum 5 values

ValueCountFrequency (%) 
0 15168 3.6%
 
0.1 30316 7.3%
 
0.2 17475 4.2%
 
0.3 28254 6.8%
 
0.4 37472 9.0%
 

Maximum 5 values

ValueCountFrequency (%) 
0.9 136373 32.7%
 
0.8 42049 10.1%
 
0.7 47626 11.4%
 
0.6 39337 9.4%
 
0.5 22578 5.4%
 

ps_reg_02
Numeric

Distinct count19
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean0.4390043874
Minimum0
Maximum1.8
Zeros (%)15.0%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10.2
Median0.3
Q30.6
95-th percentile1.3
Maximum1.8
Range1.8
Interquartile range0.4

Descriptive statistics

Standard deviation0.404388314
Coef of variation0.9211486847
Kurtosis1.123763475
Mean0.4390043874
MAD0.3127340961
Skewness1.281554138
Sum182910.3
Variance0.1635299085
Memory size3.2 MiB
Histogram
Histogram with fixed size bins (bins=19)
ValueCountFrequency (%) 
0.2 80350 19.3%
 
0.3 66474 16.0%
 
0 62627 15.0%
 
0.4 41898 10.1%
 
0.5 25509 6.1%
 
0.6 23452 5.6%
 
0.1 22354 5.4%
 
0.7 14800 3.6%
 
0.8 13777 3.3%
 
0.9 11792 2.8%
 
Other values (9) 53615 12.9%
 

Minimum 5 values

ValueCountFrequency (%) 
0 62627 15.0%
 
0.1 22354 5.4%
 
0.2 80350 19.3%
 
0.3 66474 16.0%
 
0.4 41898 10.1%
 

Maximum 5 values

ValueCountFrequency (%) 
1.8 3320 0.8%
 
1.7 1742 0.4%
 
1.6 3569 0.9%
 
1.5 4063 1.0%
 
1.4 4815 1.2%
 

ps_reg_03
Numeric

Distinct count4952
Unique (%)1.2%
Missing (%)18.1%
Missing (n)75496
Infinite (%)0.0%
Infinite (n)0
Mean0.8937235659
Minimum0.0612372436
Maximum4.037945022
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum0.0612372436
5-th percentile0.4911720676
Q10.6329494451
Median0.8015609771
Q31.08368584
95-th percentile1.583903406
Maximum4.037945022
Range3.976707778
Interquartile range0.450736395

Descriptive statistics

Standard deviation0.3454475457
Coef of variation0.3865261686
Kurtosis0.8951820102
Mean0.8937235659
MAD0.2751665764
Skewness1.064529323
Sum304895.582
Variance0.1193340068
Memory size3.2 MiB
Histogram
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
0.6339361167 469 0.1%
 
0.6025985397 450 0.1%
 
0.704893609 439 0.1%
 
0.6800735254 434 0.1%
 
0.5963430221 425 0.1%
 
0.5878988008 423 0.1%
 
0.66473679 404 0.1%
 
0.6219927652 403 0.1%
 
0.6194755847 401 0.1%
 
0.6571719714 399 0.1%
 
Other values (4941) 336905 80.9%
 
(Missing) 75496 18.1%
 

Minimum 5 values

ValueCountFrequency (%) 
0.0612372436 2 < 0.1%
 
0.075 15 < 0.1%
 
0.1369306394 2 < 0.1%
 
0.15 3 < 0.1%
 
0.1541103501 9 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
4.037945022 1 < 0.1%
 
3.490791457 3 < 0.1%
 
3.197753117 1 < 0.1%
 
2.947456531 15 < 0.1%
 
2.863564213 11 < 0.1%
 

target
Boolean

Distinct count2
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
0
401380
1
 
15268
ValueCountFrequency (%) 
0 401380 96.3%
 
1 15268 3.7%
 

Missing values

Sample

First rows

idps_calc_01ps_calc_02ps_calc_03ps_calc_04ps_calc_05ps_calc_06ps_calc_07ps_calc_08ps_calc_09ps_calc_10ps_calc_11ps_calc_12ps_calc_13ps_calc_14ps_calc_15_binps_calc_16_binps_calc_17_binps_calc_18_binps_calc_19_binps_calc_20_binps_car_01_catps_car_02_catps_car_03_catps_car_04_catps_car_05_catps_car_06_catps_car_07_catps_car_08_catps_car_09_catps_car_10_catps_car_11ps_car_11_catps_car_12ps_car_13ps_car_14ps_car_15ps_ind_01ps_ind_02_catps_ind_03ps_ind_04_catps_ind_05_catps_ind_06_binps_ind_07_binps_ind_08_binps_ind_09_binps_ind_10_binps_ind_11_binps_ind_12_binps_ind_13_binps_ind_14ps_ind_15ps_ind_16_binps_ind_17_binps_ind_18_binps_reg_01ps_reg_02ps_reg_03target
014275020.90.50.8438384642250110107.01.01.001.011.010.013.0650.3162280.3949320.2932580.00000071.0101.00.0100000000131000.60.80.8739280
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54045130.90.50.01110672122011001100011.01.0NaN0NaN01.012.013.0780.4000000.7962850.3848383.46410211.070.00.010000000051000.70.30.7075491
63293120.50.90.02381825523901101011.01.0NaN0NaN111.011.012.0170.3741660.9011360.3903843.46410212.030.00.0010000000100000.70.30.7171990
74022590.50.10.94483914913401000011.01.0NaN0NaN11.002.013.0250.3741660.839434NaN3.60555101.030.00.0100000000101000.90.20.4430010
86566350.90.60.62054921032470110007.00.01.010.017NaN02.011.01040.4000001.5547850.3324153.60555101.061.00.0010000000111000.90.81.4044570
910106310.40.30.4559610461012110100004.01.0NaN00.001.010.011.0320.3162280.6316710.3615253.00000011.060.00.000010000041000.10.1NaN0

Last rows

idps_calc_01ps_calc_02ps_calc_03ps_calc_04ps_calc_05ps_calc_06ps_calc_07ps_calc_08ps_calc_09ps_calc_10ps_calc_11ps_calc_12ps_calc_13ps_calc_14ps_calc_15_binps_calc_16_binps_calc_17_binps_calc_18_binps_calc_19_binps_calc_20_binps_car_01_catps_car_02_catps_car_03_catps_car_04_catps_car_05_catps_car_06_catps_car_07_catps_car_08_catps_car_09_catps_car_10_catps_car_11ps_car_11_catps_car_12ps_car_13ps_car_14ps_car_15ps_ind_01ps_ind_02_catps_ind_03ps_ind_04_catps_ind_05_catps_ind_06_binps_ind_07_binps_ind_08_binps_ind_09_binps_ind_10_binps_ind_11_binps_ind_12_binps_ind_13_binps_ind_14ps_ind_15ps_ind_16_binps_ind_17_binps_ind_18_binps_reg_01ps_reg_02ps_reg_03target
41663814709090.10.10.42273937411901100011.01.00.001.01NaN13.013.0640.3162280.6468610.3114482.82842702.001.0NaN00010000091000.80.81.2356680
4166396986390.50.90.231103711161480110107.01.0NaN0NaN01.012.013.0320.3162280.5867690.3615252.64575111.070.06.0100000000100000.60.30.7071070
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41664110529890.50.50.04172931751760110114.00.0NaN01.0111.010.013.0300.4469900.9873790.4527693.31662541.061.00.001000000091000.80.6NaN0
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